This paper compares two different methods of a truss optimization. The goal of the optimization is to minimize the compliance of the truss like structures, maximizing the stiffness. The methods used are the Evolutionary Structural Optimization, which is based in slowly removing inefficient material of the structure, and the Method of Moving Asymptotes, based in creating a strictly convex approximated subproblem, which is solved in each iteration of the optimization process